From 39bb0f232c98d35b561ab3bb88d6751e985cf23d Mon Sep 17 00:00:00 2001 From: kheffah Date: Fri, 23 Jul 2021 15:59:37 -0500 Subject: [PATCH 1/8] flexible rag filter allowing: 1. masked filtering, 2. returning labeled mask for individual clustered segments --- histolab/filters/image_filters.py | 31 +++++++++++++++--- histolab/filters/image_filters_functional.py | 25 ++++++++++++-- ...c-slide-thumb-rgb-rag-threshold-labels.npy | Bin 0 -> 1965728 bytes ...e-thumb-rgb-rag-threshold-maskedlabels.npy | Bin 0 -> 1965728 bytes tests/integration/test_image_filters.py | 31 ++++++++++++++++++ 5 files changed, 80 insertions(+), 7 deletions(-) create mode 100644 tests/expectations/mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels.npy create mode 100644 tests/expectations/mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-maskedlabels.npy diff --git a/histolab/filters/image_filters.py b/histolab/filters/image_filters.py index 78ffc8ddc..9c7d81f7c 100644 --- a/histolab/filters/image_filters.py +++ b/histolab/filters/image_filters.py @@ -765,19 +765,24 @@ class RagThreshold(ImageFilter): Color proximity versus space proximity factor. Default is 10.0 threshold : int, optional Threshold value for combining regions. Default is 9. + return_labels: bool, optional + If True, returns a labeled nd array where value denotes segment + membership. Else returns a PIL image where each segment is colored + by the average color in it. Returns ------- - PIL.Image.Image + PIL.Image.Image, if not return_labels Each segment has been colored based on the average color for that segment (and similar segments have been combined). + np.ndarray, if return_labels + Value denotes segment membership. Raises ------ ValueError If ``img`` mode is RGBA. - Example: >>> from PIL import Image >>> from histolab.filters.image_filters import RagThreshold @@ -787,14 +792,30 @@ class RagThreshold(ImageFilter): """ # noqa def __init__( - self, n_segments: int = 800, compactness: float = 10.0, threshold: int = 9 + self, + n_segments: int = 800, + compactness: float = 10.0, + threshold: int = 9, + return_labels: bool = False, ) -> PIL.Image.Image: self.n_segments = n_segments self.compactness = compactness self.threshold = threshold + self.return_labels = return_labels - def __call__(self, img: PIL.Image.Image) -> PIL.Image.Image: - return F.rag_threshold(img, self.n_segments, self.compactness, self.threshold) + def __call__( + self, + img: PIL.Image.Image, + mask: np.ndarray = None, + ) -> PIL.Image.Image: + return F.rag_threshold( + img, + n_segments=self.n_segments, + compactness=self.compactness, + threshold=self.threshold, + mask=mask, + return_labels=self.return_labels, + ) class HysteresisThreshold(ImageFilter): diff --git a/histolab/filters/image_filters_functional.py b/histolab/filters/image_filters_functional.py index dbd04c1fa..91287b16b 100644 --- a/histolab/filters/image_filters_functional.py +++ b/histolab/filters/image_filters_functional.py @@ -413,6 +413,8 @@ def rag_threshold( n_segments: int = 800, compactness: float = 10.0, threshold: int = 9, + mask: np.ndarray = None, + return_labels=False, ) -> PIL.Image.Image: """Combine similar K-means segmented regions based on threshold value. @@ -430,12 +432,23 @@ def rag_threshold( Color proximity versus space proximity factor. Default is 10.0. threshold : int, optional Threshold value for combining regions. Default is 9. + mask: np.ndarray, optional + If provided, superpixels are computed only where mask is True, + and seed points are homogeneously distributed over the mask + using a K-means clustering strategy (See skimage). + Must be the same size as img. + return_labels: bool, optional + If True, returns a labeled nd array where value denotes segment + membership. Else returns a PIL image where each segment is colored + by the average color in it. Returns ------- - PIL.Image.Image + PIL.Image.Image, if not return_labels Each segment has been colored based on the average color for that segment (and similar segments have been combined). + np.ndarray, if return_labels + Value denotes segment membership. Raises ------ @@ -445,9 +458,17 @@ def rag_threshold( if img.mode == "RGBA": raise ValueError("Input image cannot be RGBA") img_arr = np.array(img) - labels = sk_segmentation.slic(img_arr, n_segments, compactness, start_label=0) + labels = sk_segmentation.slic( + img_arr, + n_segments, + compactness, + mask=mask, + start_label=0 if mask is None else 1, + ) green = sk_future.graph.rag_mean_color(img_arr, labels) labels2 = sk_future.graph.cut_threshold(labels, green, threshold) + if return_labels: + return labels2 rag = sk_color.label2rgb(labels2, img_arr, kind="avg", bg_label=-1) return np_to_pil(rag) diff --git a/tests/expectations/mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels.npy b/tests/expectations/mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels.npy new file mode 100644 index 0000000000000000000000000000000000000000..c6a24af5c085595f7d75262312cd1992d32ae653 GIT binary patch literal 1965728 zcmeFZ=i6>cbKN!MoO2$cY%s~j!W|6TT|8DRo&J5UixsBy1Tln_S(JozJJ#<(%* 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test_rag_threshold_filter_on_rgb_image(): ) +@pytest.mark.parametrize( + "pil_image, expected_image, masked", + ( + ( + RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, + "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels", + False, + ), + ( + RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, + "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-maskedlabels", + True, + ), + ), +) +def test_rag_threshold_filter_return_labels(pil_image, expected_image, masked): + expected_value = load_expectation(expected_image, type_="npy") + + if masked: + mask = np.ones((pil_image.size[1], pil_image.size[0])) + mask[:100, :] = 0 + mask[:, :100] = 0 + mask[-100:, :] = 0 + mask[:, -100:] = 0 + else: + mask = None + + ragged = imf.rag_threshold(pil_image, 650, 20.6, 9, return_labels=True, mask=mask) + np.testing.assert_array_almost_equal(np.array(ragged), np.array(expected_value)) + + def test_rag_threshold_filter_on_gs_image(): gs_img = GS.DIAGNOSTIC_SLIDE_THUMB_GS expected_value = load_expectation( From 010b0ae1aade2f6e0d9e4f71b667ad88e1f112ca Mon Sep 17 00:00:00 2001 From: kheffah Date: Fri, 23 Jul 2021 16:14:20 -0500 Subject: [PATCH 2/8] fix assert_called_once_with for rag_threhshold --- tests/unit/filters/test_image_filters.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/tests/unit/filters/test_image_filters.py b/tests/unit/filters/test_image_filters.py index ac11715ca..fa7bd8417 100644 --- a/tests/unit/filters/test_image_filters.py +++ b/tests/unit/filters/test_image_filters.py @@ -162,7 +162,14 @@ def it_calls_rag_threshold_functional(self, request): rag_threshold(image) - F_rag_threshold.assert_called_once_with(image, 3, 600, 15) + F_rag_threshold.assert_called_once_with( + image, + n_segments=3, + compactness=600, + threshold=15, + mask=None, + return_labels=False, + ) assert type(rag_threshold(image)) == PIL.Image.Image def it_applies_hysteresis_threshold(self, request): From e0414cb483129a9e4f657985ab2f4824321394e2 Mon Sep 17 00:00:00 2001 From: Mohamed Amgad Tageldin Date: Mon, 26 Jul 2021 10:55:14 -0500 Subject: [PATCH 3/8] Docstring improvements Co-authored-by: Alessia Marcolini <98marcolini@gmail.com> --- histolab/filters/image_filters.py | 12 ++++++------ histolab/filters/image_filters_functional.py | 14 +++++++------- 2 files changed, 13 insertions(+), 13 deletions(-) diff --git a/histolab/filters/image_filters.py b/histolab/filters/image_filters.py index 9c7d81f7c..5b37eafbb 100644 --- a/histolab/filters/image_filters.py +++ b/histolab/filters/image_filters.py @@ -765,17 +765,17 @@ class RagThreshold(ImageFilter): Color proximity versus space proximity factor. Default is 10.0 threshold : int, optional Threshold value for combining regions. Default is 9. - return_labels: bool, optional - If True, returns a labeled nd array where value denotes segment - membership. Else returns a PIL image where each segment is colored - by the average color in it. + return_labels : bool, optional + If True, returns a labeled array where the value denotes segment + membership. Otherwise, returns a PIL image where each segment is colored + by the average color in it. Default is False. Returns ------- - PIL.Image.Image, if not return_labels + PIL.Image.Image, if not ``return_labels`` Each segment has been colored based on the average color for that segment (and similar segments have been combined). - np.ndarray, if return_labels + np.ndarray, if ``return_labels`` Value denotes segment membership. Raises diff --git a/histolab/filters/image_filters_functional.py b/histolab/filters/image_filters_functional.py index 91287b16b..e5fd1d3a9 100644 --- a/histolab/filters/image_filters_functional.py +++ b/histolab/filters/image_filters_functional.py @@ -414,7 +414,7 @@ def rag_threshold( compactness: float = 10.0, threshold: int = 9, mask: np.ndarray = None, - return_labels=False, + return_labels: bool = False, ) -> PIL.Image.Image: """Combine similar K-means segmented regions based on threshold value. @@ -437,17 +437,17 @@ def rag_threshold( and seed points are homogeneously distributed over the mask using a K-means clustering strategy (See skimage). Must be the same size as img. - return_labels: bool, optional - If True, returns a labeled nd array where value denotes segment - membership. Else returns a PIL image where each segment is colored - by the average color in it. + return_labels : bool, optional + If True, returns a labeled array where the value denotes segment + membership. Otherwise, returns a PIL image where each segment is colored + by the average color in it. Default is False. Returns ------- - PIL.Image.Image, if not return_labels + PIL.Image.Image, if not ``return_labels`` Each segment has been colored based on the average color for that segment (and similar segments have been combined). - np.ndarray, if return_labels + np.ndarray, if ``return_labels`` Value denotes segment membership. Raises From 2fd94b4ceb0016ac47c166a407feaea51e81c471 Mon Sep 17 00:00:00 2001 From: kheffah Date: Mon, 26 Jul 2021 11:19:04 -0500 Subject: [PATCH 4/8] avoid conditional in test_rag_threshold_filter_return_labels --- tests/integration/test_image_filters.py | 26 ++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/tests/integration/test_image_filters.py b/tests/integration/test_image_filters.py index 1ec39187b..00d58f271 100644 --- a/tests/integration/test_image_filters.py +++ b/tests/integration/test_image_filters.py @@ -484,33 +484,33 @@ def test_rag_threshold_filter_on_rgb_image(): ) +def _create_rag_mask(pil_image): + mask = np.ones((pil_image.size[1], pil_image.size[0])) + mask[:100, :] = 0 + mask[:, :100] = 0 + mask[-100:, :] = 0 + mask[:, -100:] = 0 + return mask + + @pytest.mark.parametrize( - "pil_image, expected_image, masked", + "pil_image, expected_image, mask", ( ( RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels", - False, + None, ), ( RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-maskedlabels", - True, + _create_rag_mask(RGB.DIAGNOSTIC_SLIDE_THUMB_RGB), ), ), ) -def test_rag_threshold_filter_return_labels(pil_image, expected_image, masked): +def test_rag_threshold_filter_return_labels(pil_image, expected_image, mask): expected_value = load_expectation(expected_image, type_="npy") - if masked: - mask = np.ones((pil_image.size[1], pil_image.size[0])) - mask[:100, :] = 0 - mask[:, :100] = 0 - mask[-100:, :] = 0 - mask[:, -100:] = 0 - else: - mask = None - ragged = imf.rag_threshold(pil_image, 650, 20.6, 9, return_labels=True, mask=mask) np.testing.assert_array_almost_equal(np.array(ragged), np.array(expected_value)) From 73cefdca2ed323ddc1f87cb65ccb07135941b076 Mon Sep 17 00:00:00 2001 From: Mohamed Amgad Tageldin Date: Mon, 26 Jul 2021 11:22:01 -0500 Subject: [PATCH 5/8] Docstring improvements Co-authored-by: Alessia Marcolini <98marcolini@gmail.com> --- histolab/filters/image_filters_functional.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/histolab/filters/image_filters_functional.py b/histolab/filters/image_filters_functional.py index e5fd1d3a9..dc12be077 100644 --- a/histolab/filters/image_filters_functional.py +++ b/histolab/filters/image_filters_functional.py @@ -432,11 +432,11 @@ def rag_threshold( Color proximity versus space proximity factor. Default is 10.0. threshold : int, optional Threshold value for combining regions. Default is 9. - mask: np.ndarray, optional + mask : np.ndarray, optional If provided, superpixels are computed only where mask is True, and seed points are homogeneously distributed over the mask using a K-means clustering strategy (See skimage). - Must be the same size as img. + Must be the same size as ``img``. return_labels : bool, optional If True, returns a labeled array where the value denotes segment membership. Otherwise, returns a PIL image where each segment is colored From 181054581b740dde415b7bfa70c8b1bde637e06f Mon Sep 17 00:00:00 2001 From: Mohamed Amgad Tageldin Date: Mon, 2 Aug 2021 11:47:55 -0500 Subject: [PATCH 6/8] Fix RAG threshold returns Co-authored-by: Alessia Marcolini <98marcolini@gmail.com> --- histolab/filters/image_filters.py | 4 ++-- histolab/filters/image_filters_functional.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/histolab/filters/image_filters.py b/histolab/filters/image_filters.py index 5b37eafbb..77a364953 100644 --- a/histolab/filters/image_filters.py +++ b/histolab/filters/image_filters.py @@ -797,7 +797,7 @@ def __init__( compactness: float = 10.0, threshold: int = 9, return_labels: bool = False, - ) -> PIL.Image.Image: + ) -> None: self.n_segments = n_segments self.compactness = compactness self.threshold = threshold @@ -807,7 +807,7 @@ def __call__( self, img: PIL.Image.Image, mask: np.ndarray = None, - ) -> PIL.Image.Image: + ) -> Union[PIL.Image.Image, np.ndarray]: return F.rag_threshold( img, n_segments=self.n_segments, diff --git a/histolab/filters/image_filters_functional.py b/histolab/filters/image_filters_functional.py index dc12be077..661d5e078 100644 --- a/histolab/filters/image_filters_functional.py +++ b/histolab/filters/image_filters_functional.py @@ -415,7 +415,7 @@ def rag_threshold( threshold: int = 9, mask: np.ndarray = None, return_labels: bool = False, -) -> PIL.Image.Image: +) -> Union[PIL.Image.Image, np.ndarray]: """Combine similar K-means segmented regions based on threshold value. Segment an image with K-means, build region adjacency graph based on From 52b21f9091548ed6ffb1bdbe9cb72ef1fd52a500 Mon Sep 17 00:00:00 2001 From: kheffah Date: Mon, 2 Aug 2021 12:02:07 -0500 Subject: [PATCH 7/8] stylistic changes from code review --- histolab/filters/image_filters_functional.py | 2 +- tests/integration/test_image_filters.py | 28 ++++++++++---------- 2 files changed, 15 insertions(+), 15 deletions(-) diff --git a/histolab/filters/image_filters_functional.py b/histolab/filters/image_filters_functional.py index 661d5e078..3be7772e6 100644 --- a/histolab/filters/image_filters_functional.py +++ b/histolab/filters/image_filters_functional.py @@ -19,7 +19,7 @@ import math import operator from functools import reduce -from typing import Any, Callable +from typing import Any, Callable, Union import numpy as np import PIL diff --git a/tests/integration/test_image_filters.py b/tests/integration/test_image_filters.py index 00d58f271..4e3480db5 100644 --- a/tests/integration/test_image_filters.py +++ b/tests/integration/test_image_filters.py @@ -10,11 +10,19 @@ from ..util import load_expectation +def _create_rag_mask(pil_image): + mask = np.ones((pil_image.size[1], pil_image.size[0])) + mask[:100, :] = 0 + mask[:, :100] = 0 + mask[-100:, :] = 0 + mask[:, -100:] = 0 + return mask + + def test_invert_filter_with_rgb_image(): expected_value = load_expectation( "pil-images-rgb/diagnostic-slide-thumb-rgb-inverted", type_="png" ) - inverted_img = imf.invert(RGB.DIAGNOSTIC_SLIDE_THUMB_RGB) np.testing.assert_array_almost_equal( @@ -484,34 +492,26 @@ def test_rag_threshold_filter_on_rgb_image(): ) -def _create_rag_mask(pil_image): - mask = np.ones((pil_image.size[1], pil_image.size[0])) - mask[:100, :] = 0 - mask[:, :100] = 0 - mask[-100:, :] = 0 - mask[:, -100:] = 0 - return mask - - @pytest.mark.parametrize( - "pil_image, expected_image, mask", + "pil_image, mask, expected_image", ( ( RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, - "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels", None, + "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-labels", ), ( RGB.DIAGNOSTIC_SLIDE_THUMB_RGB, - "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-maskedlabels", _create_rag_mask(RGB.DIAGNOSTIC_SLIDE_THUMB_RGB), + "mask-arrays/diagnostic-slide-thumb-rgb-rag-threshold-maskedlabels", ), ), ) -def test_rag_threshold_filter_return_labels(pil_image, expected_image, mask): +def test_rag_threshold_filter_return_labels(pil_image, mask, expected_image): expected_value = load_expectation(expected_image, type_="npy") ragged = imf.rag_threshold(pil_image, 650, 20.6, 9, return_labels=True, mask=mask) + np.testing.assert_array_almost_equal(np.array(ragged), np.array(expected_value)) From 063b104e54e3c08b4004450887b7372e2abf843b Mon Sep 17 00:00:00 2001 From: alessiamarcolini <98marcolini@gmail.com> Date: Mon, 15 Nov 2021 13:31:47 +0100 Subject: [PATCH 8/8] Update expectation after updating to skimage 0.18.3 --- 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